Building the Analytics Layer: Turning CNC Signals into Industrial Intelligence

How I transformed raw CNC machine events into utilization metrics, downtime insights, performance dashboards, and predictive indicators. Introduction — When Clean Data Isn’t Enough Anymore After fixing signal noise, stabilizing PLC inputs, and build...